Emitwise vs Modal

Side-by-side comparison of AI visibility scores, market position, and capabilities

Modal leads in AI visibility (45 vs 23)

Emitwise

EmergingClimate Technology

Enterprise GHG Management

Emitwise provides enterprise greenhouse gas management software with automated Scope 3 supply chain emissions calculation powered by machine learning.

AI VisibilityBeta
Overall Score
D23
Category Rank
#1 of 1
AI Consensus
60%
Trend
up
Per Platform
ChatGPT
30
Perplexity
29
Gemini
29

About

Emitwise is a climate technology company founded in 2019 in London that has raised $15M to build enterprise GHG management software with a particular focus on automating the most difficult part of carbon accounting: Scope 3 supply chain emissions. The platform uses machine learning to classify procurement spend data into emissions categories, apply appropriate emissions factors, and calculate upstream and downstream emissions at scale without requiring suppliers to provide primary emissions data. This automated spend-based approach enables companies to quickly establish Scope 3 baselines that would otherwise require months of manual data collection. Emitwise integrates with ERP systems including SAP and Oracle to pull spend data automatically and provides supplier engagement tools for collecting primary emissions data from key suppliers over time. The company serves medium and large enterprises in manufacturing, retail, and professional services that have committed to science-based targets and need to address their supply chain emissions. Emitwise has found strong market fit in Europe where regulatory pressure from CSRD and customer expectations are driving corporate investment in Scope 3 measurement capabilities.

Full profile

Modal

EmergingAI & Machine Learning

Serverless ML

Serverless GPU cloud platform for AI/ML with Python-native deployment and per-second billing; developer-favorite scaling from zero competing with Replicate and Beam for AI compute.

AI VisibilityBeta
Overall Score
C45
Category Rank
#1 of 1
AI Consensus
55%
Trend
up
Per Platform
ChatGPT
38
Perplexity
50
Gemini
53

About

Modal is a serverless cloud computing platform purpose-built for AI and machine learning workloads — providing on-demand GPU compute that scales instantly from zero with per-second billing, container management, distributed training support, and a Python-native developer experience that makes running ML workloads in the cloud feel as simple as running code locally. Founded in 2021 in New York City and backed by Redpoint Ventures and other investors, Modal has grown rapidly as AI development has accelerated demand for flexible, developer-friendly GPU infrastructure.\n\nModal's developer experience is its primary differentiator — engineers write Python functions decorated with @modal.function() and deploy them to the cloud with a single command, with Modal handling container building, GPU provisioning, auto-scaling, and execution. The platform supports training jobs that need distributed compute across multiple GPUs, model serving endpoints that scale to zero when unused (eliminating idle GPU costs), and batch inference jobs that process large datasets. The per-second billing model means developers pay only for actual compute time, not provisioned instances.\n\nIn 2025, Modal competes in the AI infrastructure market with Replicate, Beam, Banana, and major cloud providers' managed ML services (AWS SageMaker, Google Vertex AI, Azure ML) for serverless GPU compute. The market for AI-specific cloud infrastructure has grown dramatically as the number of ML engineers deploying models to production has expanded — traditional cloud providers require significant DevOps expertise to use GPU instances effectively, while Modal's Python-native approach reduces the barrier to entry. Modal has attracted a strong developer following among AI researchers and ML engineers building production AI applications. The 2025 strategy focuses on growing the developer community, adding enterprise features (dedicated GPU capacity, private networking, compliance), and expanding the hardware options available (H100 GPUs, custom accelerators).

Full profile

AI Visibility Head-to-Head

23
Overall Score
45
#1
Category Rank
#1
60
AI Consensus
55
up
Trend
up
30
ChatGPT
38
29
Perplexity
50
29
Gemini
53
19
Claude
39
16
Grok
37

Capabilities & Ecosystem

Capabilities

Only Emitwise
Enterprise GHG Management
Only Modal
Serverless ML

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